{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     open  high   low  close    ma5      ma30  position  cross\n",
      "date                                                                          \n",
      "2020-01-13 14:00:00  4.84  4.85  4.81   4.82  4.838  4.784000      True    1.0\n",
      "2020-01-15 10:30:00  4.75  4.77  4.72   4.75  4.796  4.802000     False    1.0\n",
      "2020-01-20 10:00:00  4.88  4.97  4.86   4.93  4.798  4.787000      True    1.0\n",
      "2020-01-23 10:00:00  4.90  4.92  4.86   4.89  4.950  4.952667     False    1.0\n",
      "2020-02-06 11:00:00  4.34  4.37  4.34   4.34  4.352  4.343333      True    1.0\n",
      "2020-02-11 13:30:00  4.47  4.47  4.44   4.44  4.452  4.488000     False    1.0\n",
      "2020-02-14 10:00:00  4.50  4.51  4.46   4.50  4.478  4.467667      True    1.0                      open  high   low  close    ma5      ma30 position  cross\n",
      "date                                                                         \n",
      "2020-01-13 14:00:00  4.75  4.77  4.72   4.75  4.796  4.802000    False    1.0\n",
      "2020-01-15 10:30:00  4.88  4.97  4.86   4.93  4.798  4.787000     True    1.0\n",
      "2020-01-20 10:00:00  4.90  4.92  4.86   4.89  4.950  4.952667    False    1.0\n",
      "2020-01-23 10:00:00  4.34  4.37  4.34   4.34  4.352  4.343333     True    1.0\n",
      "2020-02-06 11:00:00  4.47  4.47  4.44   4.44  4.452  4.488000    False    1.0\n",
      "2020-02-11 13:30:00  4.50  4.51  4.46   4.50  4.478  4.467667     True    1.0\n",
      "2020-02-14 10:00:00   NaN   NaN   NaN    NaN    NaN       NaN      NaN    NaN\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import talib as tb\n",
    "import warnings\n",
    "import numpy as np\n",
    "warnings.filterwarnings('ignore')\n",
    "df_30min=pd.DataFrame(ts.get_hist_data(\"002701\", ktype='30'))[:200] #获取30分钟k线数据\n",
    "df_30min=df_30min[::-1]\n",
    "df_30min[\"tdate\"]=pd.to_datetime(df_30min.index)#转换成datetime格式化\n",
    "# df_30min[\"month\"]=df_30min.tdate.apply(lambda x: x.month)\n",
    "df=df_30min[[\"open\",\"high\",\"low\",\"close\"]]\n",
    "df[\"ma5\"]=df.close.rolling(window=5).mean()\n",
    "df[\"ma30\"]=df.close.rolling(window=30).mean()\n",
    "con=df.ma5>df.ma30#计算\n",
    "df[\"position\"]=con#覆盖到列中\n",
    "df[\"cross\"]=df.position.rolling(window=2).sum()\n",
    "con_cross=df[df.cross==1]\n",
    "df[\"cross\"]=df[df.cross==1]\n",
    "\n",
    "# print(con_cross)\n",
    "# cc=df[df.cross==1]\n",
    "# print(cc.info())\n",
    "#df.loc[:,(\"cross\")]=np.nan\n",
    "#df.loc[con_cross,\"cross\"]=\n",
    "#df.to_csv(\"底分型前2天筛选.txt\",encoding = \"utf-8\")\n",
    "#df[\"cross\"]=df[\"cross\"].where(df['cross'].notnull())\n",
    "#print(df)\n",
    "print(con_cross,con_cross.shift(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAANQCAYAAAC7Foe5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25b180414a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import mpl_finance as mpf ## 导入 mpl_finance 模块\n",
    "%matplotlib inline\n",
    "fig, ax = plt.subplots(figsize=(15, 15)) ## 创建图片和坐标轴\n",
    "mpf.candlestick2_ohlc(ax,df.open,df.high,df.low,df.close,width=1.0,colorup='r',colordown='green', alpha=1)\n",
    "\n",
    "l=[i for i in range(df.open.count())]\n",
    "ax.plot(l,df.ma5,\"g-\")\n",
    "ax.plot(l,df.ma30,\"b-\")\n",
    "ax.plot(l,df.cross,\"k.\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### import pandas as pd\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import talib as tb\n",
    "import warnings\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import mpl_finance as mpf ## 导入 mpl_finance 模块\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "df_30min=pd.DataFrame(ts.get_hist_data(\"002077\", ktype='30'))[:500] #获取30分钟k线数据\n",
    "df_30min=df_30min[::-1]\n",
    "df_30min[\"tdate\"]=pd.to_datetime(df_30min.index)#转换成datetime格式化\n",
    "# df_30min[\"month\"]=df_30min.tdate.apply(lambda x: x.month)\n",
    "df=df_30min[[\"tdate\",\"open\",\"high\",\"low\",\"close\"]]\n",
    "df[\"ma5\"]=df.close.rolling(window=5).mean()\n",
    "df[\"ma30\"]=df.close.rolling(window=30).mean()\n",
    "con=df.ma5>df.ma30#计算\n",
    "df.loc[:,(\"position\")]=con\n",
    "#判断交叉\n",
    "cross=df.position.rolling(window=2).sum()\n",
    "df.loc[:,(\"cross\")]=cross\n",
    "con_cross=(df.cross==1)\n",
    "df.loc[con_cross,\"cross\"]=df.loc[con_cross].ma5\n",
    "df[\"cross\"]=df[\"cross\"].replace(0,np.nan).replace(2,np.nan)\n",
    "#构造时间\n",
    "\n",
    "all_cross=df.loc[con_cross]\n",
    "all_cross[\"end_date\"]=df.loc[con_cross].shift(-1).tdate\n",
    "#print(all_cross)\n",
    "#阶段最高最低点\n",
    "df.loc[:,\"mark\"]=pd.np.nan\n",
    "for i in all_cross.itertuples():\n",
    "    #print(i.tdate,i.end_date,i.position)\n",
    "    con_dur=(df.tdate>=i.tdate)&(df.tdate<=i.end_date)\n",
    "    #print(con_dur)\n",
    "    df_con_dur=df.loc[con_dur]\n",
    "    #print(df_con_dur.info())\n",
    "    #position 为TRUE，MA5>MA30,有最高点。FALSE有最低点。\n",
    "    if df_con_dur.empty:\n",
    "        continue\n",
    "    if i.position==True:\n",
    "        max_price=df_con_dur.high.max()\n",
    "        df.loc[con_dur,\"mark\"]=max_price\n",
    "        max_price_date=df_con_dur.loc[df_con_dur.high==max_price].tdate.iloc[0]\n",
    "        #print(max_price_date)\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price\"]=max_price\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price_date\"]=max_price_date\n",
    "    else:  \n",
    "        min_price=df_con_dur.low.min()\n",
    "        df.loc[con_dur,\"mark\"]=min_price\n",
    "        min_price_date=df_con_dur.loc[df_con_dur.low==min_price].tdate.iloc[0]\n",
    "        #print(min_price_date)\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price\"]=min_price\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price_date\"]=min_price_date\n",
    "df.loc[:,\"beenline\"]=pd.np.nan\n",
    "for i in range(0,all_cross.tdate.count()-1) :\n",
    "    #print(i,i+1)\n",
    "    pre=all_cross.iloc[i][[\"maxmin_price\",\"maxmin_price_date\",\"position\"]]\n",
    "    nex=all_cross.iloc[i+1][[\"maxmin_price\",\"maxmin_price_date\"]]\n",
    "    pre_date=pre.maxmin_price_date\n",
    "    pre_price=pre.maxmin_price\n",
    "    nex_date=nex.maxmin_price_date\n",
    "    nex_price=nex.maxmin_price\n",
    "    if pre.position==True:\n",
    "        con_pre_nex_date=(df.tdate>=pre_date)&(df.tdate<=nex_date)\n",
    "        lenth=df.loc[con_pre_nex_date].tdate.count()\n",
    "        diff_line=pd.np.linspace(pre_price,nex_price,lenth)\n",
    "        df.loc[con_pre_nex_date,\"beenline\"]=diff_line\n",
    "    else:\n",
    "        con_pre_nex_date=(df.tdate>=pre_date)&(df.tdate<=nex_date)\n",
    "        lenth=df.loc[con_pre_nex_date].tdate.count()\n",
    "        diff_line=pd.np.linspace(pre_price,nex_price,lenth)\n",
    "        df.loc[con_pre_nex_date,\"beenline\"]=diff_line\n",
    "print(df)\n",
    "        \n",
    "fig, ax = plt.subplots(figsize=(15, 15)) ## 创建图片和坐标轴\n",
    "mpf.candlestick2_ohlc(ax,df.open,df.high,df.low,df.close,width=1.0,colorup='r',colordown='green', alpha=1)\n",
    "l=[i for i in range(df.tdate.count())]\n",
    "ax.plot(l,df.ma5,\"g-\")\n",
    "ax.plot(l,df.ma30,\"b-\")\n",
    "ax.plot(l,df.cross,\"k.\")\n",
    "ax.plot(l,df.mark,\"b.\")\n",
    "ax.plot(l,df.beenline,\"k-\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f071b0de80>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAANSCAYAAAAUAj3LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0PeE4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f071848ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import talib as tb\n",
    "import warnings\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "df_30min=pd.DataFrame(ts.get_hist_data(\"300115\", ktype='30'))[:500] #获取30分钟k线数据\n",
    "df_30min=df_30min[::-1]\n",
    "df_30min[\"tdate\"]=pd.to_datetime(df_30min.index)#转换成datetime格式化\n",
    "# df_30min[\"month\"]=df_30min.tdate.apply(lambda x: x.month)\n",
    "df=df_30min[[\"tdate\",\"open\",\"high\",\"low\",\"close\"]]\n",
    "df[\"ma5\"]=df.close.rolling(window=5).mean()\n",
    "df[\"ma30\"]=df.close.rolling(window=30).mean()\n",
    "con=df.ma5>df.ma30#计算\n",
    "df.loc[:,(\"position\")]=con\n",
    "#判断交叉\n",
    "cross=df.position.rolling(window=2).sum()\n",
    "df.loc[:,(\"cross\")]=cross\n",
    "con_cross=(df.cross==1)\n",
    "df.loc[con_cross,\"cross\"]=df.loc[con_cross].ma5\n",
    "df[\"cross\"]=df[\"cross\"].replace(0,np.nan).replace(2,np.nan)\n",
    "#构造时间\n",
    "\n",
    "all_cross=df.loc[con_cross]\n",
    "all_cross[\"end_date\"]=df.loc[con_cross].shift(-1).tdate\n",
    "#print(all_cross)\n",
    "#阶段最高最低点\n",
    "df.loc[:,\"mark\"]=pd.np.nan\n",
    "for i in all_cross.itertuples():\n",
    "    #print(i.tdate,i.end_date,i.position)\n",
    "    con_dur=(df.tdate>=i.tdate)&(df.tdate<=i.end_date)\n",
    "    #print(con_dur)\n",
    "    df_con_dur=df.loc[con_dur]\n",
    "    #print(df_con_dur.info())\n",
    "    #position 为TRUE，MA5>MA30,有最高点。FALSE有最低点。\n",
    "    if df_con_dur.empty:\n",
    "        continue\n",
    "    if i.position==True:\n",
    "        max_price=df_con_dur.high.max()\n",
    "        df.loc[con_dur,\"mark\"]=max_price\n",
    "        max_price_date=df_con_dur.loc[df_con_dur.high==max_price].tdate.iloc[0]\n",
    "        #print(max_price_date)\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price\"]=max_price\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price_date\"]=max_price_date\n",
    "    else:  \n",
    "        min_price=df_con_dur.low.min()\n",
    "        df.loc[con_dur,\"mark\"]=min_price\n",
    "        min_price_date=df_con_dur.loc[df_con_dur.low==min_price].tdate.iloc[0]\n",
    "        #print(min_price_date)\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price\"]=min_price\n",
    "        all_cross.loc[all_cross.tdate==i.tdate,\"maxmin_price_date\"]=min_price_date\n",
    "df.loc[:,\"beenline\"]=pd.np.nan\n",
    "for i in range(0,all_cross.tdate.count()-1) :\n",
    "    #print(i,i+1)\n",
    "    pre=all_cross.iloc[i][[\"maxmin_price\",\"maxmin_price_date\",\"position\"]]\n",
    "    nex=all_cross.iloc[i+1][[\"maxmin_price\",\"maxmin_price_date\"]]\n",
    "    pre_date=pre.maxmin_price_date\n",
    "    pre_price=pre.maxmin_price\n",
    "    nex_date=nex.maxmin_price_date\n",
    "    nex_price=nex.maxmin_price\n",
    "    if pre.position==True:\n",
    "        con_pre_nex_date=(df.tdate>=pre_date)&(df.tdate<=nex_date)\n",
    "        lenth=df.loc[con_pre_nex_date].tdate.count()\n",
    "        diff_line=pd.np.linspace(pre_price,nex_price,lenth)\n",
    "        df.loc[con_pre_nex_date,\"beenline\"]=diff_line\n",
    "    else:\n",
    "        con_pre_nex_date=(df.tdate>=pre_date)&(df.tdate<=nex_date)\n",
    "        lenth=df.loc[con_pre_nex_date].tdate.count()\n",
    "        diff_line=pd.np.linspace(pre_price,nex_price,lenth)\n",
    "        df.loc[con_pre_nex_date,\"beenline\"]=diff_line\n",
    "#print(df)\n",
    "        \n",
    "fig, ax = plt.subplots(figsize=(15, 15)) ## 创建图片和坐标轴\n",
    "#mpf.candlestick2_ohlc(ax,df.open,df.high,df.low,df.close,width=1.0,colorup='r',colordown='green', alpha=1)\n",
    "l=[i for i in range(df.tdate.count())]\n",
    "ax.plot(l,df.ma5,\"g-\")\n",
    "ax.plot(l,df.ma30,\"b-\")\n",
    "ax.plot(l,df.cross,\"k.\")\n",
    "ax.plot(l,df.mark,\"b.\")\n",
    "ax.plot(l,df.beenline,\"k-\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     open  high   low  close    ma5      ma30  position  cross\n",
      "date                                                                          \n",
      "2021-01-13 14:00:00  4.22  4.22  4.21   4.21  4.194  4.143333      True    1.0\n",
      "2021-01-18 10:30:00  4.17  4.18  4.16   4.17  4.200  4.203667     False    1.0\n",
      "2021-01-21 14:30:00  4.17  4.18  4.16   4.17  4.168  4.168000      True    1.0\n",
      "2021-01-21 15:00:00  4.17  4.17  4.14   4.15  4.166  4.167333     False    1.0\n",
      "2021-02-03 13:30:00  3.96  3.96  3.95   3.96  3.952  3.948667      True    1.0                      open  high   low  close    ma5      ma30 position  cross\n",
      "date                                                                         \n",
      "2021-01-13 14:00:00  4.17  4.18  4.16   4.17  4.200  4.203667    False    1.0\n",
      "2021-01-18 10:30:00  4.17  4.18  4.16   4.17  4.168  4.168000     True    1.0\n",
      "2021-01-21 14:30:00  4.17  4.17  4.14   4.15  4.166  4.167333    False    1.0\n",
      "2021-01-21 15:00:00  3.96  3.96  3.95   3.96  3.952  3.948667     True    1.0\n",
      "2021-02-03 13:30:00   NaN   NaN   NaN    NaN    NaN       NaN      NaN    NaN\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAANSCAYAAAD23iayAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2iRJkiQph/1/2tSEBnZXqMQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29791011a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import talib as tb\n",
    "import warnings\n",
    "import numpy as np\n",
    "warnings.filterwarnings('ignore')\n",
    "df_30min=pd.DataFrame(ts.get_hist_data(\"600028\", ktype='30'))[:200] #获取30分钟k线数据\n",
    "df_30min=df_30min[::-1]\n",
    "df_30min[\"tdate\"]=pd.to_datetime(df_30min.index)#转换成datetime格式化\n",
    "# df_30min[\"month\"]=df_30min.tdate.apply(lambda x: x.month)\n",
    "df=df_30min[[\"open\",\"high\",\"low\",\"close\"]]\n",
    "df[\"ma5\"]=df.close.rolling(window=5).mean()\n",
    "df[\"ma30\"]=df.close.rolling(window=30).mean()\n",
    "con=df.ma5>df.ma30#计算\n",
    "df[\"position\"]=con#覆盖到列中\n",
    "df[\"cross\"]=df.position.rolling(window=2).sum()\n",
    "con_cross=df[df.cross==1]\n",
    "df[\"cross\"]=df[df.cross==1]\n",
    "\n",
    "# print(con_cross)\n",
    "# cc=df[df.cross==1]\n",
    "# print(cc.info())\n",
    "#df.loc[:,(\"cross\")]=np.nan\n",
    "#df.loc[con_cross,\"cross\"]=\n",
    "#df.to_csv(\"底分型前2天筛选.txt\",encoding = \"utf-8\")\n",
    "#df[\"cross\"]=df[\"cross\"].where(df['cross'].notnull())\n",
    "#print(df)\n",
    "print(con_cross,con_cross.shift(-1))\n",
    "import matplotlib.pyplot as plt\n",
    "import mpl_finance as mpf ## 导入 mpl_finance 模块\n",
    "%matplotlib inline\n",
    "fig, ax = plt.subplots(figsize=(15, 15)) ## 创建图片和坐标轴\n",
    "mpf.candlestick2_ohlc(ax,df.open,df.high,df.low,df.close,width=1.0,colorup='r',colordown='green', alpha=1)\n",
    "\n",
    "l=[i for i in range(df.open.count())]\n",
    "ax.plot(l,df.ma5,\"g-\")\n",
    "ax.plot(l,df.ma30,\"b-\")\n",
    "ax.plot(l,df.cross,\"k.\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
